Yes you can do this. I've seen a method that basically is like linear regression that uses what information you do have and the information of similar rows (observations) to predict the missing values. However in a case with MCAR and just 2 I'd say do a list-wise deletion and explain this in the write-up unless sample size is a problem.
My thoughts but others may weigh in here.






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